Submitted:
12 April 2026
Posted:
13 April 2026
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Abstract
Keywords:
Introduction
1. The mucosal immune problem: why Th17/Treg balance matters in IBD
Hypothesis Development
2. Bile acid signaling as the proposed mechanistic link
3. Primary sclerosing cholangitis as a disease model for bile acid–immune axis disruption
Mechanistic Framework
4. The OCA dissociation and bile acid sequestrant evidence
5. Two committed dietary configurations and their bile acid environments
5.1. Mediterranean configuration
5.2. Committed ketogenic configuration
Critical caveats on ketogenic lipid and atherosclerosis data
6. The intermediate zone: a question, not a claim
7. Oxysterols, LXR, and the cholesterol–bile acid–immune interface
8. Systems-level coordination: the hepatic-vagal-colonic arc
Experimental Program
9. A staged experimental program
10. Testable predictions
11. Discussion and limitations
Author Contributions
Funding
AI Assistance Disclosure
Data Availability Statement
Ethics Statement
References
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| Receptor | Primary Dietary Ligands | Tissue / Cell Type | Key Downstream Pathway | Supporting Evidence | Predicted Dietary Effect | Key Ref(s) |
|---|---|---|---|---|---|---|
| FXR (NR1H4) — FARNESOID X RECEPTOR | ||||||
|
FXR (hepatic) |
CDCA, DCA, LCA (secondary bile acids) | Hepatocytes | CYP7A1/CYP8B1 repression via SHP → bile acid synthesis suppression; SREBP-1c suppression → reduced lipogenesis; SUMO2-K277 → NF-κB transrepression | OCA (REGENERATE) improved hepatic fibrosis despite atherogenic lipid shift — confirms hepatic FXR engagement at pharmacological concentrations [39]; DIRECT-PLUS [44]: baseline fecal BAs modified MedDiet cardiometabolic response |
KD: elevated secondary BAs activate hepatic FXR; suppresses CYP7A1, reduces VLDL production MedDiet: diverse secondary BA pool maintains hepatic FXR tone Intermediate zone: oscillating BA environment — predicted incomplete FXR activation |
[22,23,24] |
|
FXR (intestinal) |
Secondary bile acids (same ligands; opposing functional context to hepatic FXR) | Intestinal epithelial cells | Intestinal FXR inhibition improves metabolic outcomes in obesity models; FGF15/19 signaling to liver; psyllium → intestinal FXR activation → colitis protection abolished in FXR-KO mice | Bretin et al. 2023 [49]: psyllium protects against DSS and T-cell-transfer colitis through FXR activation; first direct IBD-relevant demonstration of dietary fiber acting via intestinal FXR |
KD: substrate-depleted microbiome alters secondary BA profile at intestinal epithelium MedDiet: psyllium and soluble fiber components activate intestinal FXR; Bretin 2023 confirms FXR-dependent colitis protection |
[22,23,49] |
| TGR5 (GPBAR1) — G PROTEIN-COUPLED BILE ACID RECEPTOR | ||||||
|
TGR5 (L-cell) |
LCA, DCA, TDCA, TUDCA (secondary and taurine-conjugated species) | Enteroendocrine L-cells (ileum and colon) | cAMP → GLP-1 secretion → hepatic lipogenesis suppression, insulin sensitization, innate immune modulation; GLP-1 analogue therapy reduces inflammatory cytokines in immune cells [72] | TDCA and TUDCA elevated in KD-fed mice; correlational support n=416 observational and n=25 interventional human cohorts (Li et al. [50]: RED — no BHB verification; admissible as mechanistic plausibility for BSH-TGR5 pathway) |
KD: elevated TDCA/TUDCA provide TGR5 agonism; predicted enhanced GLP-1 output MedDiet: diverse secondary BA pool maintains TGR5 stimulation Intermediate zone: oscillating environment — predicted incomplete TGR5 activation |
[25,26,50,72] |
|
TGR5 (macrophage) |
LCA, DCA, TLCA (potent agonists) | Macrophages (intestinal and systemic) | cAMP/PKA → NLRP3 phosphorylation (Ser291 mouse; Ser295 human ortholog) → inflammasome assembly blocked [25]; PKD phosphorylates same residue at Golgi in activating context [27] — anti-inflammatory output is pathway- and compartment-dependent | TGR5 activation reduces oxidized LDL uptake and macrophage lipid loading in atherosclerosis models [26] — clearest example of cell-autonomous metabolic-immune coupling in this receptor class |
Both committed patterns: secondary BAs maintain TGR5-mediated NLRP3 suppression Intermediate zone: oscillating BA environment — predicted incomplete inflammasome suppression |
[25,26,27] |
| S1PR2 — SPHINGOSINE-1-PHOSPHATE RECEPTOR 2 | ||||||
|
S1PR2 (hepatocyte, dietary context) |
Conjugated bile acids (taurine- and glycine-conjugated primary and secondary species) | Hepatocytes | SphK2 → nuclear S1P → HDAC1/2 inhibition → SREBP-1c, FAS, LDLR upregulation → lipid metabolism gene activation [28] | Metabolic-protective role under dietary bile acid signaling [28]; distinct from injury-context S1PR2 behavior (see row below; see footnote¹) |
KD: elevated TDCA/TUDCA modulate hepatocyte S1PR2 tone MedDiet: diverse conjugated pool; S1PR2 hepatic signaling maintained |
[28] |
|
S1PR2 (macrophage, injury context — see footnote¹) |
Sphingosine-1-phosphate (S1P) — not a bile acid ligand in this context | Infiltrating macrophages (pathological liver injury) | SphK1 → NLRP3 inflammasome priming → pro-inflammatory cytokine expression [29] | Atorvastatin RCTs in UC [36,37,38]: serum S1P significantly reduced alongside IL-6 and TNF-α, linking HMG-CoA reductase inhibition to S1PR2/SphK1 pathway in colonic macrophages; included for disambiguation only Injury-context findings do not extrapolate to dietary signaling physiology |
Injury-context row; no dietary prediction applicable. Included to make the S1PR2 disambiguation visible at the table level. | [29,36,37,38] |
| RORΓT — RAR-RELATED ORPHAN RECEPTOR GAMMA T | ||||||
|
RORγt (colonic Th17 cell) |
3-oxolithocholic acid (3-oxoLCA), isolithocholic acid (isoLCA) — direct binding; competitive RORγt antagonists; 27-OHC (oxysterol) is a RORγt agonist in functional antagonism | Colonic Th17 cells | 3-oxoLCA and isoLCA bind RORγt → suppress Th17 differentiation [18]; 27-OHC activates RORγt → promotes Th17, suppresses Tregs [64,65] — functional antagonism at same receptor | Paik et al. 2022 [4]: 3-oxoLCA and isoLCA depleted in CD patients across two independent cohorts; depletion inversely correlated with IL-17-related gene expression Wang et al. 2025 [80]: isoalloLCA depleted in pediatric UC in proportion to disease severity |
KD: predicted increased 3-oxoLCA/isoLCA availability under committed microbiome configuration; 27-OHC production may decrease if hepatic cholesterol synthesis reduced (speculative) MedDiet: fiber substrate maintains Coriobacteriaceae; sustained 3-oxoLCA/isoLCA production Intermediate zone: incomplete microbiome restructuring — insufficient or oscillating 3-oxoLCA/isoLCA |
[4,18,64,65,80] |
|
RORγt (Foxp3⁺ Treg / isoalloLCA axis — see footnote²) |
Isoallolithocholic acid (isoalloLCA) — distinct stereoisomer from isoLCA; see footnote² | Foxp3⁺ regulatory T cells (colonic) | isoalloLCA → mitochondrial ROS → Foxp3 CNS3 enhancer → Foxp3⁺ Treg differentiation [18]; NR4A1 identified as downstream effector via distinct bacterial metabolite, independently of FXR and VDR [30] | Hirschberger et al. 2021 [87]: BHB-verified (self-managed ad libitum KD after counseling; BHB ≥0.5 mM confirmed at days 7, 14, 21), 44 healthy volunteers — Foxp3⁺ Treg expansion by flow cytometry, IL-10 upregulation, RNAseq-confirmed immunometabolic reprogramming (3 weeks; below 8-week threshold) Kabil et al. 2025 [82]: ILC3 suppression via RORγt-dependent mechanism attenuates intestinal fibrosis |
KD: committed microbiome may reduce isoalloLCA-producing Coriobacteriaceae; Treg-expanding signal may be partially replaced by BHB-direct immunometabolic reprogramming (Hirschberger [87]) MedDiet: high-fiber substrate maintains Coriobacteriaceae; sustained isoalloLCA production and Foxp3⁺ Treg expansion |
[18,30,82,87] |
| LXR (NR1H3/NR1H2) — LIVER X RECEPTOR (OXYSTEROL–STEROL IMMUNE AXIS) | ||||||
|
LXR-α (CD11c⁺ myeloid, mesenteric) |
Oxysterols: 27-hydroxycholesterol, 25-hydroxycholesterol (derived from cholesterol via CYP27A1/CYP7B1) | CD11c⁺ myeloid cells (mesenteric lymph node) | LXRα deficiency increases mesenteric Th17 cells via isoform-specific mechanism [62]; Jacobse et al. [63]: IL-23R signaling downregulates LXR target genes in colonic Tregs → impairs Treg stability | Parigi et al. 2021 [62]: LXRα deficiency increases mesenteric Th17 cells specifically; LXRβ deficiency increases RORγt⁺ Tregs specifically through CD11c⁺ myeloid signaling (non-overlapping isoform-specific functions); human scRNA-seq confirms IL-23R on colonic Tregs [63] |
KD: sustained malonyl-CoA depletion and β-oxidation predicted to reduce de novo cholesterol synthesis; potential 27-OHC reduction in macrophages (speculative; no direct human data) MedDiet: oxysterol remodeling not directly characterized under MedDiet No study has measured oxysterol profiles under committed dietary patterns in human IBD patients. |
[62,63,64,65,66,67,68] |
|
LXR-β (CD11c⁺ myeloid, mesenteric) |
Same oxysterol ligands as LXRα; broader tissue distribution | CD11c⁺ myeloid cells; also intestinal epithelium | LXRα deficiency increases mesenteric Th17 cells specifically; LXRβ deficiency increases RORγt⁺ Tregs specifically through CD11c⁺ myeloid signaling [62]; FXR-LXR crosstalk at shared gene regulatory networks predicted when bile acid and oxysterol precursor flux both altered | Parigi et al. 2021 [62]: LXRα-null mice show increased Th17 cells; LXRβ-null mice show increased RORγt⁺ Tregs — non-overlapping isoform-specific functions with distinct downstream cell types |
Both LXR isoforms: framework proposes committed dietary patterns shift hepatic cholesterol flux, altering both the bile acid pool and oxysterol landscape simultaneously, engaging FXR, TGR5, LXRα, and LXRβ as co-equal nodes in the coupled network All LXR dietary predictions are speculative; no direct measurement in human IBD under committed dietary conditions |
[62,63] |
| Study / Year | Design | Population (n) | Intervention or Exposure | Bile Acid or Microbiome Outcome | Immune or Clinical Outcome |
|---|---|---|---|---|---|
| IBD AND PSC HUMAN COHORT DATA — BILE ACID AND MICROBIOME EVIDENCE | |||||
|
Paik et al. Nature 2022 |
Cross-sectional; two independent IBD cohorts | CD patients and healthy controls | Gordonibacter pamelaeae and Coriobacteriaceae abundance; 3α/3β-HSDH enzyme gene expression | 3-oxoLCA and isoLCA biosynthetic genes and fecal metabolite levels significantly depleted in CD across both cohorts vs. controls | Depletion inversely correlated with IL-17-related host gene expression; most direct human translational evidence for the bile acid–Th17 regulatory axis in IBD [4] |
|
Kummen et al. Gastroenterology 2021 |
Shotgun metagenomics; multicenter | PSC patients and controls; n≈300 combined | PSC microbiome composition; stratified by concurrent IBD status | Eubacterium spp. and Ruminococcus obeum depleted in PSC independent of IBD status; genera encode 3α/3β-HSDH and 7α-dehydroxylation enzymes for 3-oxoLCA/isoLCA biosynthesis | IBD-independent depletion: bile acid-transforming capacity impaired upstream of diet-microbiome interaction; establishes PSC as human model of the proposed bile acid–immune tolerance breakdown [5] |
|
Mousa et al. Hepatology 2021 |
Population-scale cross-sectional; Mayo Clinic | 400 PSC vs. 302 controls | Fecal and serum bile acid profiles; primary-to-secondary bile acid ratios | Markedly elevated primary-to-secondary bile acid ratios in PSC; quantitative confirmation of deficient secondary bile acid conversion at population scale | Quantitative confirmation of the bile acid environment predicted by microbiome depletion findings; strengthens PSC-as-model-disease argument [7] |
|
Chan et al. JHEP Rep 2024 |
Cross-sectional with 16S microbiome profiling | 26 early-stage PSC patients and controls | Fecal bile acids; gut microbiota; dietary intake; BA synthesis and FXR activity markers | Fecal DCA significantly lower in PSC vs. controls (pₐₑⱼ=0.04); Blautia and Lachnoclostridium abundance positively correlated with fecal DCA; DCA negatively correlated with total bilirubin (p=0.006) | DCA reduction not mediated by BA synthesis or FXR activation; microbiome-driven mechanism; Blautia and Lachnoclostridium as candidate restorative genera under dietary intervention [6] |
| ⚠MEASUREMENT GAP — No published study has directly measured 3-oxoLCA, isoalloLCA, isoLCA, or isoDCA in PSC stool or tissue. The inference chain (depleted secondary BA-producing bacteria → reduced immunomodulatory trace bile acids → Th17/Treg imbalance) is the central untested prediction of this framework. Direct trace bile acid measurement in PSC stool is a Stage 1 priority target. | |||||
| MEDITERRANEAN DIET — RCT AND COHORT EVIDENCE IN IBD-RELEVANT POPULATIONS | |||||
|
Seethaler et al. Life Sci 2025 |
Exploratory analysis of RCT (LIBRE trial; NCT02087592) | 68 women with impaired intestinal barrier (n=33 MedDiet, n=35 control) | Mediterranean diet vs. standard diet; 12 weeks | MedDiet decreased fecal DCA and LCA; increased UDCA; formal mediation analysis confirmed bile acid changes mediated beneficial effects on intestinal barrier integrity (zonulin, LBP) | First RCT demonstrating that MedDiet-induced bile acid compositional shifts mechanistically mediate a gut-specific endpoint; distinct from DIRECT-PLUS (baseline BAs modified response magnitude) [45] |
|
Strauss, Haskey et al. Int J Mol Sci 2023 |
WGCNA metabolomics; randomized pilot (NCT04474561; small n¹) | n=29 quiescent UC; MedDiet n=13 responders, n=16 non-responders | Mediterranean diet vs. Canadian habitual diet; 12 weeks | Bile acid profiles within a WGCNA-identified metabolite cluster mediated the relationship between Mediterranean diet score and fecal calprotectin | Pilot-scale signal for bile acid-mediated immunological response; Faecalibacterium prausnitzii, Dorea longicatena, Roseburia inulinivorans identified as functional mediators [47] |
|
Haskey et al. J Crohns Colitis 2023 |
Randomized controlled trial (NCT03053713; pilot study¹) | n=28 quiescent UC; 12 weeks | Mediterranean diet vs. control diet; 12 weeks | Microbiome reshaped toward Mediterranean-associated taxa; dysbiosis markers improved in MedDiet arm; no direct bile acid metabolomics | 20% of MedDiet participants had fecal calprotectin >100 μg/g vs. 75% of controls; IBD-specific RCT-level evidence for MedDiet effect on mucosal inflammatory activity [46] |
|
Godny et al. Gastroenterology 2025 |
Prospective cohort; dietary recall-based adherence scoring (no dietary assignment) | 271 newly diagnosed CD patients; median 27-month follow-up | Mediterranean diet adherence score; bile acid profiles, kynurenines, Faecalibacterium, SCFAs | Higher MedDiet adherence inversely correlated with primary bile acids and pro-inflammatory kynurenines; positively correlated with Faecalibacterium and SCFAs | MedDiet adherence inversely correlated with CDAI, fecal calprotectin, and CRP; largest IBD-specific cohort with simultaneous favorable shifts in lipid-adjacent and immune markers [48] |
|
DIRECT-PLUS Trial (Gao P et al.) Gut Microbes 2024 |
Multi-omics RCT analysis; n=284 | 284 adults; healthy dietary guidelines or two MedDiet variants; 18-month follow-up | Longitudinal fecal bile acid metabolomics (44 species); gut microbiome shotgun sequencing | Baseline fecal BA levels significantly modified cardiometabolic response to MedDiet; 14 fecal BAs prospectively associated with BMI and lipid profiles | First RCT evidence of bile acid profile-mediated modification of a dietary intervention's cardiometabolic effect; mechanistically distinct from Seethaler 2025 [44] |
| KETOGENIC DIET — PRECLINICAL AND IBD-RELEVANT EVIDENCE | |||||
|
Hirschberger et al. EMBO Mol Med 2021 |
Prospective intervention; BHB-verified (TIER 1) | 44 healthy volunteers; ≤30g/day CHO; BHB verified ≥0.5 mM throughout | Strictly enforced very-low-carbohydrate diet; blood BHB verified ≥0.5 mM throughout; 3 weeks | No bile acid metabolomics conducted | Foxp3⁺ Treg expansion by flow cytometry; IL-10 upregulation; RNAseq-confirmed immunometabolic reprogramming toward oxidative phosphorylation. Only human study with BHB-verified committed ketosis demonstrating Treg expansion; 3 weeks (below 8-week threshold); healthy volunteers, not IBD patients [87] |
|
Westman et al. Int J Cardiol 2006 |
24-week RCT vs. low-fat diet; urinary ketone monitoring (TIER 2 — blood BHB not measured²) | 119 overweight hyperlipidemic adults (n=60 KD, n=59 low-fat); NMR lipoprotein subfraction analysis | Low-carbohydrate ketogenic program (≤20g/day CHO) vs. low-fat diet | Urinary ketones positive throughout; blood BHB not measured — committed-ketosis threshold unconfirmed (TIER 2) | KD arm: large VLDL −78%, small LDL −78%, medium LDL −42%, large HDL +21% by NMR; most detailed lipoprotein subfraction data under strict carbohydrate restriction; no immune outcomes measured [86] |
|
Norwitz and Soto-Mota Front Nutr 2024 |
Case series (AMBER — signal only; no BHB documentation in C-11 format³) | 10 IBD patients (6 UC, 4 CD) | Carnivore-ketogenic diet; clinical outcomes reported; no BHB verification | No bile acid or microbiome measurements; metabolic state not verified by blood BHB meeting C-11 criteria | Universal clinical improvement reported; most discontinued medications; only IBD-specific human clinical signal for the ketogenic pole. Insufficient for clinical inference; provides signal for prospective investigation [54] |
|
Kong et al. Signal Transduct Target Ther 2021 |
Mouse DSS colitis model (RED — murine; 6-hydroxylated BA pool absent in humans) | C57BL/6 mice; DSS colitis model | Ketogenic diet vs. control; fecal microbiota transfer to germ-free mice | KD restructured gut microbiota; fecal microbiota transfer confirmed microbiome-dependent mechanism | KD reduced colonic RORγt⁺CD3⁾ ILC3s and inflammatory cytokines; ILC3 reduction warrants prospective human investigation given ILC3 role in sustaining colonic Th17 programs in IBD [53] |
|
Huang et al. BMC Med 2022 |
Human tissue + murine DSS model (GREEN for IBD relevance of BHB deficit; murine intervention component RED) | IBD patients and healthy controls (tissue); C57BL/6 mice (DSS model) | Colonic mucosal BHB measurement in IBD patients; rectal BHB enema in DSS colitis mice | BHB significantly reduced in colonic mucosa of UC and CD patients; inversely correlated with disease activity | Colonic mucosal BHB deficit in IBD patients is the primary IBD-specific translational finding (GREEN); STAT6/M2 mechanism in mice requires human validation; colonic BHB deficit is distinct from measuring dietary ketosis [52] |
| ⚠MEASUREMENT GAP — No study has simultaneously verified blood BHB ≥0.5 mM, characterized the bile acid and SCFA metabolome, and measured Th17/Treg balance in the same subjects under committed ketosis sustained ≥12 weeks. Hirschberger [87]: BHB-verified and Treg measured, but healthy volunteers, 3 weeks, no bile acid metabolomics. Westman [86]: lipoprotein subfractions documented (urinary ketone compliance only; blood BHB not measured; omega-3 supplementation confound) but no immune outcomes. This three-failure design gap is the primary methodological motivation for the Stage 1 experimental program. | |||||
| CHOLESTEROL–IMMUNE NODE — STATIN RCT EVIDENCE IN UC (INDIRECT SUPPORT FOR OXYSTEROL-LXR AXIS) | |||||
|
AlRasheed, Alarfaj, Khrieba et al. J Clin Med / Front Med / Front Pharmacol 2025 |
Three independent RCTs (same clinical program, Tanta and Horus University) | Active UC; combined n≈300; atorvastatin 80mg added to standard mesalamine | Atorvastatin adjunctive therapy vs. mesalamine alone; multiple biomarker panels | Alarfaj et al. [37]: significant reduction in serum S1P in atorvastatin arm — links HMG-CoA reductase inhibition to S1PR2/SphK1 pathway in colonic macrophages; Mendelian randomization [69]: HMGCR-mediated LDL-C lowering does not increase IBD risk; PCSK9-mediated LDL-C lowering paradoxically does | All three trials: significant reductions in disease activity, IL-6, TNF-α, and fecal calprotectin vs. mesalamine alone; converging evidence that cholesterol pathway interventions alter IBD-relevant inflammatory signals through pleiotropic mechanisms [36,37,38,69] |
| Outcome Domain | H1: Bile Acid Signaling | H2: BHB-Direct NLRP3 Inhibition | H3: Kbhb-mTOR / Epigenetic | H4: Oxysterol-LXR (Exploratory) | Decision Rule |
|---|---|---|---|---|---|
| Immunomodulatory bile acid concentrations (3-oxoLCA, isoalloLCA, isoLCA, isoDCA) | Predicted higher in committed vs. intermediate groups; HMCRI predicted lower. Mechanistic rationale: these species suppress Th17 via RORγt binding and expand Tregs via mitochondrial ROS [18,19]; their depletion is documented in IBD cohorts [4], not in dietary adherence groups. BA-MCY FXR antagonist biology established in mouse and limited human serum data [21]; dietary-group predictions are untested. | No specific prediction; BHB-direct NLRP3 inhibition operates through K⁺ efflux blockade [51]; relationship to bile acid pool composition not tested. | No specific prediction; Kbhb operates through histone modification [57] and ALDOB K108bhb-mediated mTOR inhibition [58]; relationship to bile acid concentrations untested. | Predicted to correlate inversely with 27-OHC via shared RORγt competition; mechanistic rationale from mouse models [62,64]; gut-specific demonstration not established. Exploratory. | Bayesian SEM + LOO-CV |
| Th17/Treg balance (flow cytometry) | Predicted improved in committed vs. intermediate; immunomodulatory bile acid concentrations predicted to mediate this improvement in SEM [18,19]. HMCRI predicted to track direction of effect [21]. Discriminating feature: H1 predicts bile acid mediation of both lipid and immune outcomes simultaneously; neither H2 nor H4 predicts this co-mediation. All dietary-group predictions are untested. | BHB inhibits NLRP3 assembly via K⁺ efflux blockade in macrophages and human monocytes [51]; predicts Th17/Treg benefit in committed KD arm specifically, not Mediterranean arm (BHB concentration-dependent). Bile acid independence inferred, not directly tested. | Not directly testable in Stage 1; BHB concentration serves as indirect proxy for Kbhb substrate availability only [57,58]. Formal test planned for Stage 3 (sorted Treg Kbhb ChIP-seq). | LXR deficiency increases mesenteric Th17 in mouse models [62]; IL-23R suppresses LXR target genes in colonic Tregs [63]. 27-OHC promotes Th17 via RORγt in neurological models [64,65]; gut demonstration not established. Exploratory. | Bayesian SEM + LOO-CV |
| Lipoprotein subfractions (NMR) | Favorable subfraction profile predicted in committed groups. FXR activation suppresses VLDL-TG secretion via SHP-SREBP-1c repression [22,23] and is a candidate partial mediator; malonyl-CoA/CPT-1 disinhibition is the more direct explanation for KD remodeling and is not a bile acid mechanism. H1 predicts both outcomes co-mediated; this is the discriminative claim. | No direct lipid prediction; NLRP3 mechanism is primarily immune. Lipoprotein subfraction differences between groups attributable to malonyl-CoA/CPT-1, not to NLRP3 [51]. | ALDOB K108bhb-mediated mTOR inhibition demonstrated in cancer cell lines [58]; specific lipoprotein subfraction prediction in human dietary contexts is untested. | 27-OHC predicted lower in committed KD via reduced hepatic cholesterol availability; co-directional lipid improvement is a speculative downstream inference. No human dietary oxysterol-lipoprotein data in IBD. Exploratory. | Bayesian SEM + LOO-CV; exploratory for H4 |
| HMCRI (BA-MCY / immunomodulatory secondary BA sum) | Predicted lower in committed vs. intermediate groups; predicted higher in IBD/PSC regardless of dietary pattern (Coriobacteriaceae depletion as driver). BA-MCY FXR antagonist biology established [21]; HMCRI as a named construct is manuscript-derived and requires Stage 1 empirical validation. Reference ranges do not yet exist. | No prediction; BHB-direct NLRP3 mechanism does not engage BA-MCY counter-regulation. | No prediction; Kbhb-mTOR mechanism does not engage BA-MCY counter-regulation. | No prediction; oxysterol-LXR mechanism does not engage BA-MCY counter-regulation. | Bayesian SEM + LOO-CV |
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